{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-04-08T03:16:41.764991Z",
     "start_time": "2022-04-08T03:16:40.382932Z"
    },
    "pycharm": {
     "is_executing": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0. 0. 0. ... 0. 0. 0.]\n",
      "22050\n"
     ]
    }
   ],
   "source": [
    "import librosa\n",
    "import librosa.display\n",
    "\n",
    "path = \"/Users/huanyushi/PycharmProjects/Conversion_backup/files/6b2be147-0035-4b7b-bdab-09bbeac85849.wav\"\n",
    "duration, sr = librosa.load(path, sr=22050, mono=True, offset=0.0, duration=None)  #可以是WAV、Mp3等\n",
    "print(duration)\n",
    "print(sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-04-08T03:16:43.283349Z",
     "start_time": "2022-04-08T03:16:43.267625Z"
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
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\" type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import IPython.display as ipd\n",
    "\n",
    "ipd.Audio(duration, rate=sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-04-08T03:16:47.037719Z",
     "start_time": "2022-04-08T03:16:46.868253Z"
    },
    "pycharm": {
     "name": "#%%\n"
    }
   },
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'librosa.display' has no attribute 'waveplot'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Input \u001b[0;32mIn [3]\u001b[0m, in \u001b[0;36m<cell line: 4>\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mmatplotlib\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m pyplot \u001b[38;5;28;01mas\u001b[39;00m plt\n\u001b[1;32m      3\u001b[0m plt\u001b[38;5;241m.\u001b[39mfigure(figsize\u001b[38;5;241m=\u001b[39m(\u001b[38;5;241m14\u001b[39m, \u001b[38;5;241m5\u001b[39m))\n\u001b[0;32m----> 4\u001b[0m \u001b[43mlibrosa\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdisplay\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwaveplot\u001b[49m(duration, sr\u001b[38;5;241m=\u001b[39msr)\n",
      "\u001b[0;31mAttributeError\u001b[0m: module 'librosa.display' has no attribute 'waveplot'"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1008x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.figure(figsize=(14, 5))\n",
    "librosa.display.waveplot(duration, sr=sr)"
   ]
  }
 ],
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